{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "83a07e8d",
   "metadata": {},
   "source": [
    "# Quantile Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "646b893d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import bambi as bmb\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from scipy import stats\n",
    "\n",
    "az.style.use(\"arviz-darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d68466b",
   "metadata": {},
   "source": [
    "\n",
    "Usually when doing regression we model the conditional mean of some distribution. Common cases are a Normal distribution for continuous unbounded responses, a Poisson distribution for count data, etc.\n",
    "\n",
    "Quantile regression, instead estimates a conditional quantile of the response variable. If the quantile is 0.5, then we will be estimating the median (instead of the mean), this could be useful as a way of performing robust regression, in a similar fashion as using a Student-t distribution instead of a Normal. But for some problem we actually care of the behaviour of the response away from the mean (or median). For example, in medical research, pathologies or potential health risks occur at high or low quantile, for instance, overweight and underweight. In some other fields like ecology, quantile regression is justified due to the existence of complex interactions between variables, where the effect of one variable on another is different for different ranges of the variable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebc8eb8c",
   "metadata": {},
   "source": [
    "## Asymmetric Laplace distribution\n",
    "\n",
    "At first it could be weird to think which distribution we should use as the likelihood for quantile regression or how to write a Bayesian model for quantile regression. But it turns out the answer is quite simple, we just need to use the asymmetric Laplace distribution. This distribution has one parameter controling the mean, another for the scale and a third one for the asymmetry. There are at least two alternative parametrizations regarding this asymmetric parameter. In terms of $\\kappa$ a parameter that goes from 0 to $\\infty$ and in terms of $q$ a number between 0 and 1. This later parametrization is more intuitive for quantile regression as we can directly interpret it as the quantile of interest.\n",
    "\n",
    "On the next cell we compute the pdf of 3 distributions from the Asymmetric Laplace family:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c4b61d79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-6, 6, 2000)\n",
    "quantiles =  np.array([0.2, 0.5, 0.8])\n",
    "for q, m in zip(quantiles, [0, 0, -1]):\n",
    "    κ = (q/(1-q))**0.5\n",
    "    plt.plot(x, stats.laplace_asymmetric(κ, m, 1).pdf(x), label=f\"q={q:}, μ={m}, σ=1\")\n",
    "plt.yticks([]);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d61ffb40",
   "metadata": {},
   "source": [
    "We are going to use a simple dataset to model the Body Mass Index for Dutch kids and young men as a function of their age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "734e7d47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.03</td>\n",
       "      <td>13.235289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.04</td>\n",
       "      <td>12.438775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.04</td>\n",
       "      <td>14.541775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.04</td>\n",
       "      <td>11.773954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.04</td>\n",
       "      <td>15.325614</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    age        bmi\n",
       "0  0.03  13.235289\n",
       "1  0.04  12.438775\n",
       "2  0.04  14.541775\n",
       "3  0.04  11.773954\n",
       "4  0.04  15.325614"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"data/bmi.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7b8adf6",
   "metadata": {},
   "source": [
    "As we can see from the next figure the relationship between BMI and age is far from linear, and hence we are going to use splines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "451de7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.age, data.bmi, \"k.\");\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"BMI\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "829a0893",
   "metadata": {},
   "source": [
    "We are going to model 3 quantiles, 0.1, 0.5 and 0.9. For that reasoson we are going to fit 3 separated models, being the sole different the value of `kappa ` of the Asymmetric Laplace distribution, that will be fix at a different value each time. In the future Bambi will allow to directly work with the parameter `q` instead of `kappa`, in the meantime we have to apply a transformation to go from quantiles to suitable values of `kappa`.\n",
    "\n",
    "$$\n",
    "\\kappa = \\sqrt{\\frac{q}{1 - q}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e84c071d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [b, Intercept, bs(age, knots=knots)]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7502595421bb404899f06d3ee1ceeb73",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [b, Intercept, bs(age, knots=knots)]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d9960862aee54b628f58f591cc9861a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 10 seconds.\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [b, Intercept, bs(age, knots=knots)]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "14d60163ea95488f9052737716d176c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 28 seconds.\n"
     ]
    }
   ],
   "source": [
    "quantiles = np.array([0.1, 0.5, 0.9])\n",
    "kappas = (quantiles/(1-quantiles))**0.5\n",
    "\n",
    "knots = np.quantile(data.age, np.linspace(0, 1, 10))[1:-1]\n",
    "\n",
    "idatas = []\n",
    "for κ in kappas:\n",
    "    model = bmb.Model(\n",
    "        \"bmi ~ bs(age, knots=knots)\",\n",
    "        data=data,\n",
    "        family=\"asymmetriclaplace\",\n",
    "        priors={\"kappa\": κ}\n",
    "    )\n",
    "    idata = model.fit()\n",
    "    model.predict(idata)\n",
    "    idatas.append(idata)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a754e60",
   "metadata": {},
   "source": [
    "We can see the result of the 3 fitted curves in the next figure. One feature that stand-out is that the gap or distance between the median (orange) line and the two other lines is not the same. Also the shapes of the curve while following a similar pattern, are not exactly the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd1ecfae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.age, data.bmi, \".\", color=\"0.5\")\n",
    "for idata, q in zip(idatas, quantiles):\n",
    "    plt.plot(\n",
    "        data.age.values,\n",
    "        idata.posterior[\"mu\"].mean((\"chain\", \"draw\")),\n",
    "        label=f\"q={q:}\",\n",
    "        lw=3\n",
    "    );\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"BMI\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0156578",
   "metadata": {},
   "source": [
    " To better undestand these remarks let's compute a simple linear regression and then compute the same 3 quantiles from that fit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca8ac2ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, Intercept, bs(age, knots=knots)]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "053361384e3a40cdb277cbaefb8bae5a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 12 seconds.\n"
     ]
    }
   ],
   "source": [
    "model_g = bmb.Model(\"bmi ~ bs(age, knots=knots)\", data=data)\n",
    "idata_g = model_g.fit()\n",
    "model_g.predict(idata_g, kind=\"response\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f541473c",
   "metadata": {},
   "outputs": [],
   "source": [
    "idata_g_mean_quantiles = idata_g.posterior_predictive[\"bmi\"].quantile(quantiles, (\"chain\", \"draw\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0a55145a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.age, data.bmi, \".\", color=\"0.5\")\n",
    "for q in quantiles:\n",
    "    plt.plot(data.age.values, idata_g_mean_quantiles.sel(quantile=q), label=f\"q={q:}\");\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"BMI\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70b1baa6",
   "metadata": {},
   "source": [
    "We can see that when we use a Gaussian family and from that fit we compute the quantiles, the quantiles  q=0.1 and q=0.9 are symetrical with respect to q=0.5, also the shape of the curves is essentially the same just shifted up or down. Additionally the Asymmetric Laplace family allows the model to account for the increased variability in BMI as the age increases, while for the Gaussian family that variability always stays the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "be6dada2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Sat Sep 27 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.13.7\n",
      "IPython version      : 9.4.0\n",
      "\n",
      "matplotlib: 3.10.6\n",
      "arviz     : 0.22.0\n",
      "bambi     : 0.14.1.dev56+gd93591cd2.d20250927\n",
      "pandas    : 2.3.2\n",
      "scipy     : 1.16.2\n",
      "numpy     : 2.3.3\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
